Can cryptocurrency charts be estimated using neural networks?
There are some academic works on that, but basically what you're asking for is a time-series estimation.
Here's a paper that tries to estimate Bitcoin price, for example: PAKDD: Forecasting Bitcoin Price with Graph Chainlets.